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Action Recognition research benchmarks – Page 13 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

76.6Top-1 Acc

15

Feb 26, 2026

87.63Accuracy

15

Feb 26, 2026

MSR-Action3D Three Action Subsets Protocol

98.2Accuracy

15

Feb 26, 2026

Kinetics 200 (180/20)

84.6Top-1 Accuracy

15

Feb 26, 2026

Diving48 (test)

DeCoDe (Qwen2.5-VL-7B)

35.5Top-1 Acc

14

Jul 2, 2026

SASI + ProtoGCN

59.65Accuracy

14

May 1, 2026

ShuttleSet fixed-width strategy 25 classes

82.54Accuracy

14

Apr 1, 2026

ShuttleSet 35 classes fixed-width strategy (test)

76.95Accuracy

14

Apr 1, 2026

4Pruning Rate

14

Mar 19, 2026

92.5Accuracy (10% Data)

14

Mar 9, 2026

PolypDiag (test)

98.81Accuracy

14

Feb 26, 2026

77.37Accuracy

14

Feb 26, 2026

SurgicalActions160 (test)

75.63Accuracy

14

Feb 26, 2026

77.9Harmonic Mean

14

Feb 26, 2026

72.67Accuracy

14

Feb 26, 2026

THU-READ (leave-one-split-out cross val)

87.04Accuracy

14

Feb 26, 2026

SELFYNet TSM R50

87.7Mean Per-Class Acc

14

Feb 26, 2026

27.8mAP

14

Feb 26, 2026

SYSU-3D (cross-subject)

85.7Accuracy

14

Feb 26, 2026

87.3Top-1 Accuracy

13

Jun 16, 2026

SS Full v2 (meta-test)

75.85-shot Accuracy

13

May 14, 2026

Assembly101 (test)

62.7Top-1 Accuracy

13

Jun 19, 2026

NTU RGB+D 120 v2 (110/10)

74.5Accuracy

13

Apr 1, 2026

BadmintonDB 18 classes (test)

0.652Accuracy

13

Apr 1, 2026

80.2Top-1 Accuracy

13

Mar 31, 2026

Page 13 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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